Manufacturing system design is a complex engineering field that requires cooperated and aggregated multiple-disciplinary theoretical and practical support. Thereby, the concepts and topics in manufacturing system design courses are not easy to grasp by students. Advances in virtual reality (VR) technology present a new opportunity that can provide the implementation of complex engineering theory from industrial real-life practice in a virtual 3D model. The authors developed a unique queuing theory VR teaching module that can be used in a manufacturing system design course. The module uses Oculus Rift headset, Oculus Touch, and unity 3D software package. The efficacy of this VR teaching module is measured through simulation sickness, system usability, and user experience tools. The statistical analysis shows that VR teaching module is a user-friendly and efficient tool for delivering queueing theory. Approximately 91.7% of the participants experienced below moderate level simulation sickness and none of them withdrew from the study; 91.67% had “above average” satisfaction in terms of system usability. The average user experience was found to be 3.625 out 6. The results also show that the system usability has impact on students' knowledge gain but not motivation, while user experience can affect student's knowledge gain and motivation. VR teaching module outperforms the traditional teaching module in terms of knowledge gain and motivation. Overall, the findings of the study confirm the efficacy of VR technology in teaching queuing theory.

References

1.
Gershwin
,
S.
,
1993
,
Manufacturing Systems Analysis
,
Prentice Hall
, Upper Saddle River, NJ.
2.
Prinard-Welyczko, K. M., Garrison, A. C. S., Ramos, R. L., and Cater, B. S.,
2017
, “
Characterizing the Undergraduate Neuroscience Major in the U.S.: An Examination of Course Requirements and Institution-Program Associations
,”
J. Undergrad. Neurosci. Educ.
,
16
(1), pp.
A60
A67
.https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5777840/
3.
Educating Engineers, 2018, “Industrial Engineering,” Starkville, MS, accessed Sept.17, 2018, http://educatingengineers.com/degrees/industrial-engineering
4.
Gershwin
,
S.
,
2010
, “
Manufacturing Systems Overview
,” Georgia Tech, Atlanta, GA, accessed Dec. 22, 2017, https://ocw.mit.edu/courses/mechanical-engineering/2-854-introduction-to-manufacturing-systems-fall-2016/lecture-notes/MIT2_854F16_Introduction.pdf
5.
Mostafa
,
S.
,
Dumrak
,
J.
, and
Soltan
,
H.
,
2013
, “
A Framework for Lean Manufacturing Implementation
,”
Prod. Manuf. Res.
,
1
(
1
), pp.
44
64
.
6.
Wreen
,
J.
, and
Wreen
,
B.
,
2009
, “
Enhancing Learning by Integrating Theory and Practice
,”
Int. J. Teach. Learn. Higher Educ.
,
21
(
2
), pp.
258
265
.https://files.eric.ed.gov/fulltext/EJ899313.pdf
7.
Verma
,
A.
,
2007
, “
Enhancing Student Learning in Engineering Technology Programs? A Case for Physical Simulation
,”
ASEE
Annual Conference
, Honolulu, HI, June 24–27, p. 12.672.https://peer.asee.org/1551
8.
Schaefer
,
M.
,
2016
, “
Use of Casting Simulation and Rapid Prototyping in an Undergraduate Course in Manufacturing Processes
,”
ASEE
Annual Conference, New Orleans, LA, June 26–29.
9.
Paudel
,
A. M.
, and
Kalla
,
D. K.
,
2016
, “
Direct Digital Manufacturing Course Into Mechanical Engineering Technology Curriculum
,”
ASEE
Annual Conference, New Orleans, LA, June 26–29.
10.
Ma
,
J.
,
Conrad
,
T.
,
Kremer
,
G.
, and
Jackson
,
K.
,
2016
, “
Exposure to Digital and Hands-on Delivery Modes in Engineering Design Education and Their Impact on Task Completion Efficiency
,”
J. Integr. Des. Process Sci.
,
21
(
2
), pp.
61
78
.
11.
Zhou
,
Z.
, and
Donaldson
,
A.
,
2010
, “
Work in Progress-Project Based Learning in Manufacturing Process
,”
Frontiers in Education Conference
(
FIE 2010
), Washington, DC, pp. T1J-1–T1J-2.
12.
Serdar
,
T.
,
2015
, “
Project Based Learning in Manufacturing Processes Course
,”
ASEE
Annual Conference, Seattle, Washington, DC.
13.
Pantelidis
,
V. S.
,
1997
, “
Virtual Reality and Engineering Education
,”
Comput. Appl. Eng. Educ.
,
5
(
1
), pp.
3
12
.
14.
Ramasundaram
,
V.
,
Grunwald
,
S.
,
Mangeot
,
A.
,
Comerford
,
N. B.
, and
Bliss
,
C. M.
,
2005
, “
Development of an Environmental Virtual Field Laboratory
,”
Comput. Educ.
,
45
(
1
), pp.
21
34
.
15.
Çaliskan
,
O.
,
2011
, “
Virtual Field Trips in Education of Earth and Environmental Sciences
,”
Procedia-Soc. Behav. Sci.
,
15
, pp.
3239
3243
.
16.
Barata
,
P. N. A.
,
Filho
,
M. R.
, and
Nunes
,
M. V. A.
,
2015
, “
Consolidating Learning in Power Systems: Virtual Reality Applied to the Study of the Operation of Electric Power Transformers
,”
IEEE Trans. Educ.
,
58
(
4
), pp.
255
261
.
17.
Mikropoulos
,
T. A.
, and
Bellou
,
J.
,
2006
, “
The Unique Features of Educational Virtual Environments
,”
Proc. E-Soc.
,
2006
, pp.
122
128
.https://link.springer.com/article/10.1007/s10055-006-0039-1
18.
Molnar
,
A.
,
1997
, “
Computers in Education: A Brief History
,”
THE J.
,
24
(
11
), pp.
63
68
.https://thejournal.com/articles/1997/06/01/computers-in-education-a-brief-history.aspx
19.
Dawley
,
L.
, and
Dede
,
C.
,
2014
, “
Situated Learning in Virtual Worlds and Immersive Simulations
,”
Handbook of Research on Educational Communications and Technology
,
J. M.
Spector
,
M. D.
Merrill
,
J.
Elen
, and
M. J.
Bishop
, eds.,
Springer
,
New York
, pp.
723
734
.
20.
Winn
,
W.
,
1993
, “
A Conceptual Basis for Educational Applications of Virtual Reality
,” Human Interface Technology Laboratory, Washington Technology Center, University of Washington, accessed Dec. 15, 2017, http://www.hitl.washington.edu/research/education/winn/winn-paper.html~
21.
Dickey
,
M. D.
,
2007
, “
Brave New (Interactive) Worlds: A Review of the Design Affordances and Constraints of Two 3D Virtual Worlds as Interactive Learning Environments
,”
J. Interact. Learn. Environ.
,
13
(
1–2
), pp.
121
137
.
22.
Lee
,
E. A. L.
,
Wong
,
K. W.
, and
Fung
,
C. C.
,
2010
, “
How Does Desktop Virtual Reality Enhance Learning Outcomes? A Structural Equation Modeling Approach
,”
Comput. Educ.
,
55
(
4
), pp.
1424
1442
.
23.
Jonassen
,
D. H.
,
Peck
,
K. L.
, and
Wilson
,
B. G.
,
1999
,
Learning With Technology: A Constructivist Perspective
,
Prentice Hall
,
Upper Saddle River, NJ
.
24.
Crosier
,
J. K.
,
Cobb
,
S. V. G.
, and
Wilson
,
J. R.
,
2000
, “
Experimental Comparison of Virtual Reality With Traditional Teaching Methods for Teaching Radioactivity
,”
Educ. Inf. Technol.
,
5
(
4
), pp.
329
343
.
25.
Triantafyllou
,
K.
,
Lazaridis
,
L. D.
, and
Dimitriadis
,
G. D.
,
2014
, “
Virtual Reality Simulators for Gastrointestinal Endoscopy Training
,”
World J. Gastrointest. Endoscopy
,
6
(
1
), pp.
6
12
.
26.
Wexner
,
S. D.
,
Eisen
,
G. M.
, and
Simmang
,
C.
,
2002
, “
Principles of Privileging and Credentialing for Endoscopy and Colonoscopy
,”
Surg. Endosc.
,
16
(
2
), pp.
367
369
.
27.
Ende
,
A.
,
Zopf
,
Y.
,
Konturek
,
P.
,
Naegel
,
A.
,
Hahn
,
E. G.
,
Matthes
,
K.
, and
Maiss
,
J.
,
2012
, “
Strategies for Training in Diagnostic Upper Endoscopy: A Prospective, Randomized Trial
,”
Gastrointest. Endosc.
,
75
(
2
), pp.
254
260
.
28.
Ferlitsch
,
A.
,
Schoefl
,
R.
,
Puespoek
,
A.
,
Miehsler
,
W.
,
SchoenigerHekele
,
M.
,
Hofer
,
H.
,
Gangl
,
A.
, and
Homoncik
,
M.
,
2010
, “
Effect of Virtual Endoscopy Simulator Training on Performance of Upper Gastrointestinal Endoscopy in Patients: A Randomized Controlled Trial
,”
Endoscopy
,
42
(
12
), pp.
1049
1056
.
29.
Ahlberg
,
G.
,
Hultcrantz
,
R.
,
Jaramillo
,
E.
,
Lindblom
,
A.
, and
Arvidsson
,
D.
,
2005
, “
Virtual Reality Colonoscopy Simulation: A Compulsory Practice for the Future Colonoscopist?
,”
Endoscopy
,
37
(
12
), pp.
1198
1204
.
30.
Deb
,
S.
,
Carruth
,
D. W.
,
Sween
,
R.
, and
Strawderman
,
L.
,
2017
, “
Efficacy of Virtual Reality in Pedestrian Safety Research
,”
Appl. Ergon.
,
65
, pp.
449
460
.
31.
Evans
,
P. T.
,
Vance
,
J. M.
, and
Dark
,
V. J.
,
1999
, “
Assessing the Effectiveness of Traditional and Virtual Reality Interfaces in Spherical Mechanism Design
,”
ASME J. Mech. Des.
,
121
(
4
), pp.
507
514
.
32.
Kennedy
,
R. S.
,
Lane
,
N. E.
,
Berbaum
,
K. S.
, and
Lilienthal
,
M. G.
,
1993
, “
Simulator Sickness Questionnaire: An Enhanced Method for Quantifying Simulator Sickness
,”
Int. J. Aviat. Psychol.
,
3
(
3
), pp.
203
220
.
33.
Brooke
,
J.
,
1996
, “
SUS-A Quick and Dirty Usability Scale
,”
Usability Eval. Ind.
,
189
(
194
), pp.
4
7
.
34.
Witmer
,
B. G.
, and
Singer
,
M. J.
,
1998
, “
Measuring Presence in Virtual Environments: A Presence Questionnaire
,”
Presence.
,
7
(
3
), pp.
225
240
.
35.
Young
,
S. D.
,
Adelstein
,
B. D.
, and
Ellis
,
S. R.
,
2007
, “
Demand Characteristics in Assessing Motion Sickness in a Virtual Environment: Or Does Taking a Motion Sickness Questionnaire Make You Sick?
,”
IEEE Trans. Visualization Comput. Graphics
,
13
(
3
), pp.
422
428
.
36.
Kraft
,
C.
,
2012
,
User Experience Innovation: User Centered Design That Works
,
Apress
, New York.
37.
Steuer
,
J.
,
1992
, “
Defining Virtual Reality: Dimensions Determining Telepresence
,”
J. Commun.
,
42
(
4
), pp.
73
93
.
38.
Hart
,
S. G.
,
2006
, “
NASA-Task Load Index (NASA-TLX); 20 Years Later
,”
Human Factors and Ergonomics Society 50th Annual Meeting
, Oct., pp. 904–908.
39.
Hamilton
,
M.
,
Jaradat
,
R.
,
Jones
,
P.
,
Wall
,
E.
,
Dayarathna
,
V.
,
Ray
,
D.
, and
Hsu
,
G.
,
2018
, “
Immersive Virtual Training Environment for Teaching Single and Multi-Queuing Theory: Industrial Engineering Queuing Theory Concepts
,”
ASEE
Annual Conference and Exposition, June 24–27, Salt City, UT.https://peer.asee.org/30597
40.
Pintrich
,
P. R.
, and
DeGroot
,
E.
,
1990
, “
Motivational and Self-Regulated Learning Components of Classroom Academic Performance
,”
J. Educ. Psychol.
,
82
(
1
), pp.
33
40
.
41.
Sauro
,
J.
,
2011
, “
Measuring Usability With the System Usability Scale (SUS)
,” MeasuringU, Denver, CO, accessed Dec. 15, 2017, https://measuringu.com/sus/
42.
Beede
,
D.
,
Julian
,
T.
,
Langdon
,
D.
,
McKittrick
,
G.
,
Khan
,
B.
, and
Doms
,
M.
,
2011
, “
Women in STEM: A Gender Gap to Innovation, ESA Issue Brief #04-11
,” U.S. Department of Commerce, Washington, DC, accessed Feb. 10, 2017, http://eric.ed.gov/?id=ED523766
43.
Gunderson
,
E. A.
,
Ramirez
,
G.
,
Levine
,
S. C.
, and
Beilock
,
S. L.
,
2011
, “
The Role of Parents and Teachers in the Development of Gender-Related Math Attitudes
,”
Sex Roles
,
66
(
3–4
), pp.
153
166
.
44.
Pronin
,
E.
,
Steele
,
C. M.
, and
Ross
,
L.
,
2004
, “
Identity Bifurcation in Response to Stereotype Threat: Women and Mathematics
,”
J. Exp. Soc. Psychol.
,
40
(
2
), pp.
152
168
.
45.
Glass
,
J. L.
,
Sassler
,
S.
,
Levitte
,
Y.
, and
Michelmore
,
K. M.
,
2013
, “
What's so Special About STEM? A Comparison of Women's Retention in STEM and Professional Occupations
,”
Soc. Forces
,
92
(
2
), pp.
723
756
.
46.
Moss-Racusin
,
C. A.
,
Dovidio
,
J. F.
,
Brescoll
,
V. L.
,
Graham
,
M. J.
, and
Handelsman
,
J.
,
2012
, “
Science Faculty's Subtle Gender Biases Favor Male Students
,”
Proc. Natl. Acad. Sci.
,
109
(
41
), pp.
16474
16479
.
47.
Wimer
,
J. W.
,
Ridenour
,
C. S.
,
Thomas
,
K.
, and
Place
,
A. W.
,
2001
, “
Higher Order Teacher Questioning of Boys and Girls in Elementary Mathematics Classrooms
,”
J. Educ. Res.
,
95
(
2
), pp.
84
92
.
48.
Preston
,
A. E.
,
2004
,
Leaving Science
,
Russell Sage Foundation
,
New York
.
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